Merge branch 'main' into test_mosaic_tutorial_2.11

sekyondaMeta · web-flow · commit 78d59fe29dbc · 2026-04-21T08:25:30.000-04:00
diff --git a/.ci/docker/requirements.txt b/.ci/docker/requirements.txt
@@ -34,7 +34,7 @@ bs4
 awscliv2==2.1.1
 flask
 spacy==3.7.1  # Keep this version consistent with the model version in .jenkins/build.sh
-ray[serve,train,tune]==2.52.1
+ray[serve,train,tune]==2.54.0
 tiktoken
 tensorboard
 jinja2==3.1.3
diff --git a/.devcontainer/requirements.txt b/.devcontainer/requirements.txt
@@ -24,7 +24,7 @@ ipython
 # to run examples
 pandas
 scikit-image
-pillow==10.3.0
+pillow==12.2.0
 wget
 tiktoken
 
diff --git a/.github/workflows/MonthlyLinkCheck.yml b/.github/workflows/MonthlyLinkCheck.yml
@@ -15,7 +15,7 @@ jobs:
     permissions:
       issues: write
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
         with:
           fetch-depth: 1
       - name: Check Links
diff --git a/.github/workflows/_build-tutorials-base.yml b/.github/workflows/_build-tutorials-base.yml
@@ -52,7 +52,7 @@ jobs:
               docker exec -it $(docker container ps --format '{{.ID}}') bash
 
       - name: Checkout Tutorials
-        uses: actions/checkout@v3
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
@@ -130,7 +130,7 @@ jobs:
               docker exec -it $(docker container ps --format '{{.ID}}') bash
 
       - name: Checkout Tutorials
-        uses: actions/checkout@v3
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
diff --git a/.github/workflows/build-tutorials-nightly.yml b/.github/workflows/build-tutorials-nightly.yml
@@ -18,9 +18,9 @@ on:
   # pull_request:
 
   # Comment out the below line to disable on the main branch
-  # push:
-  #   branches:
-  #    - main
+  push:
+    branches:
+      - main
   workflow_dispatch:
 
 concurrency:
diff --git a/.github/workflows/check-redirects.yml b/.github/workflows/check-redirects.yml
@@ -12,7 +12,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
         with:
           fetch-depth: 0
 
diff --git a/.github/workflows/docathon-label-sync.yml b/.github/workflows/docathon-label-sync.yml
@@ -12,11 +12,11 @@ jobs:
       pull-requests: write
     steps:
       - name: Check if PR mentions an issue and get labels
-        uses: actions/checkout@v2
+        uses: actions/checkout@v6
         with:
           fetch-depth: 1
       - name: Set up Python
-        uses: actions/setup-python@v2
+        uses: actions/setup-python@v5
         with:
           python-version: 3.x
       - name: Install dependencies
diff --git a/.github/workflows/docker-build.yml b/.github/workflows/docker-build.yml
@@ -38,7 +38,7 @@ jobs:
           github-secret: ${{ secrets.GITHUB_TOKEN }}
 
       - name: Checkout
-        uses: actions/checkout@v3
+        uses: actions/checkout@v6
 
       - name: Setup Linux
         uses: pytorch/test-infra/.github/actions/setup-linux@main
diff --git a/.github/workflows/link_checkPR.yml b/.github/workflows/link_checkPR.yml
@@ -12,7 +12,7 @@ jobs:
     runs-on: ubuntu-latest
 
     steps:
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
         with:
           fetch-depth: 1
 
@@ -22,7 +22,7 @@ jobs:
 
       - name: Check for Skip Label
         id: skip-label
-        uses: actions/github-script@v6
+        uses: actions/github-script@v7
         with:
           script: |
             const labels = await github.rest.issues.listLabelsOnIssue({
diff --git a/.github/workflows/lintrunner.yml b/.github/workflows/lintrunner.yml
@@ -16,10 +16,10 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Checkout tutorials
-        uses: actions/checkout@11bd71901bbe5b1630ceea73d27597364c9af683 # v4.2.2
+        uses: actions/checkout@v6
 
       - name: Setup Python
-        uses: actions/setup-python@a26af69be951a213d495a4c3e4e4022e16d87065 # v5.6.0
+        uses: actions/setup-python@v5
         with:
           python-version: '3.12'
 
diff --git a/.github/workflows/spelling.yml b/.github/workflows/spelling.yml
@@ -12,7 +12,7 @@ jobs:
     steps:
       - name: Check for skip label and get changed files
         id: check-files
-        uses: actions/github-script@v6
+        uses: actions/github-script@v7
         with:
           script: |
             let skipCheck = false;
@@ -48,7 +48,7 @@ jobs:
             core.setOutput('files', changedFiles.join('\n'));
             core.setOutput('is-pr', (context.eventName === 'pull_request').toString());
 
-      - uses: actions/checkout@v4
+      - uses: actions/checkout@v6
         if: steps.check-files.outputs.skip != 'true'
         with:
           fetch-depth: 0
@@ -83,7 +83,7 @@ jobs:
             echo "$FILES"
           fi
 
-      - uses: actions/setup-python@v4
+      - uses: actions/setup-python@v5
         if: |
           steps.check-files.outputs.skip != 'true' &&
           steps.check.outputs.skip != 'true'
diff --git a/.jenkins/build.sh b/.jenkins/build.sh
@@ -30,14 +30,14 @@ sudo apt-get install -y pandoc
 # Install PyTorch Nightly for test.
 if [ "${USE_NIGHTLY:-0}" -eq 1 ]; then
   sudo pip uninstall -y torch torchvision torchaudio
-  pip3 install torch==2.11.0 torchvision torchaudio --index-url https://download.pytorch.org/whl/test/cu130
+  pip3 install torch==2.12.0 torchvision torchaudio --index-url https://download.pytorch.org/whl/test/cu130
   pip show torch
 fi
 
 # Nightly - pip install --pre torch torchvision torchaudio -f https://download.pytorch.org/whl/nightly/cu102/torch_nightly.html
-# Install 2.11 to merge all 2.11 PRs - uncomment to install nightly binaries (update the version as needed).
+# Install 2.12 to merge all 2.12 PRs - uncomment to install nightly binaries (update the version as needed).
 # sudo pip uninstall -y torch torchvision torchaudio torchtext torchdata
-# pip3 install torch==2.11.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu130
+# pip3 install torch==2.12.0 torchvision torchaudio --no-cache-dir --index-url https://download.pytorch.org/whl/test/cu130
 # Install two language tokenizers for Translation with TorchText tutorial
 # Note: keep this version consistent with the spacy version in requirements.txt
 pip install https://github.com/explosion/spacy-models/releases/download/en_core_web_sm-3.7.1/en_core_web_sm-3.7.1-py3-none-any.whl
diff --git a/beginner_source/onnx/intro_onnx.py b/beginner_source/onnx/intro_onnx.py
@@ -32,7 +32,7 @@
 The ONNX exporter depends on extra Python packages:
 
   - `ONNX <https://onnx.ai>`_ standard library
-  - `ONNX Script <https://onnxscript.ai>`_ library that enables developers to author ONNX operators,
+  - `ONNX Script <https://microsoft.github.io/onnxscript/>`_ library that enables developers to author ONNX operators,
     functions and models using a subset of Python in an expressive, and yet simple fashion
   - `ONNX Runtime <https://onnxruntime.ai>`_ accelerated machine learning library.
 
@@ -70,4 +70,4 @@
 .. toctree::
    :hidden:
 
-"""
+"""
diff --git a/conf.py b/conf.py
@@ -236,13 +236,6 @@ def wrapper(*args, **kwargs):
     "pytorch_project": "tutorials",
     "llm_disabled": False,
     "canonical_url": "https://docs.pytorch.org/tutorials/",
-    # Announcement Banner Configuration
-    "announcement_banner": {
-        "text": "Help us understand how you use PyTorch! Take our quick survey.",
-        "url": "https://docs.google.com/forms/d/e/1FAIpQLSfsGAWBcfutRcbO6kfrShBMOMmRuBezRjjOcXk0e9I9luBzvQ/viewform",
-        "link_text": "Take Survey",
-        "dismissible": True,
-    },
 }
 
 theme_variables = pytorch_sphinx_theme2.get_theme_variables()
diff --git a/intermediate_source/monarch_distributed_tutorial.rst b/intermediate_source/monarch_distributed_tutorial.rst
@@ -22,7 +22,7 @@ Monarch is an actor framework designed to streamline the development of distribu
 - **Flexible resource management**: Support for multiple cluster schedulers including SLURM, Kubernetes, custom host management, and local processes
 - **Integrated monitoring**: Stream logs from remote processes back to your client for easy debugging and aggregation
 
-For more details, see the `Monarch documentation <https://meta-pytorch.org/monarch/generated/examples/getting_started.html>`_.
+For more details, see the `Monarch documentation <https://meta-pytorch.org/monarch/stable/generated/examples/getting_started.html>`_.
 
 Why Use Monarch?
 ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
@@ -224,7 +224,7 @@ but here is some pseudocode with common usages:
         pass
 
 Remote actor endpoints can also utilize Python native breakpoints, enabling interactive debugging sessions.
-For a complete deep-dive into Monarch debuggers, please `refer to the documentation <https://meta-pytorch.org/monarch/generated/examples/debugging.html>`_.
+For a complete deep-dive into Monarch debuggers, please `refer to the documentation <https://meta-pytorch.org/monarch/stable/generated/examples/debugging.html>`_.
 
 .. code-block:: python
 
diff --git a/intermediate_source/torch_compile_tutorial.py b/intermediate_source/torch_compile_tutorial.py
@@ -330,7 +330,7 @@ def bar(a, b):
 #
 # The second time we run ``bar``, we take the other branch of the if statement
 # and we get 1 traced graph corresponding to the code ``b = b * -1; return x * b``.
-# We do not see a graph of ``x = a / (torch.abs(a) + 1)`` outputted the second time
+# We do not see a graph of ``x = a / (torch.abs(a) + 1); b.sum()`` outputted the second time
 # since ``torch.compile`` cached this graph from the first run and re-used it.
 #
 # Let's investigate by example how TorchDynamo would step through ``bar``.
diff --git a/recipes_index.rst b/recipes_index.rst
@@ -334,7 +334,6 @@ from our full-length tutorials.
    recipes/recipes/profile_with_itt
    recipes/recipes/Captum_Recipe
    recipes/recipes/tensorboard_with_pytorch
-   recipes/recipes/dynamic_quantization
    recipes/recipes/amp_recipe
    recipes/recipes/tuning_guide
    recipes/recipes/xeon_run_cpu
diff --git a/recipes_source/recipes/README.txt b/recipes_source/recipes/README.txt
@@ -12,35 +12,26 @@ PyTorch Recipes
 	 Saving and loading models for inference in PyTorch
          https://pytorch.org/tutorials/recipes/recipes/saving_and_loading_models_for_inference.html
 
-4. custom_dataset_transforms_loader.py
-	 Developing Custom PyTorch Dataloaders
-         https://pytorch.org/tutorials/recipes/recipes/custom_dataset_transforms_loader.html
-
-
-5. Captum_Recipe.py
+4. Captum_Recipe.py
 	 Model Interpretability using Captum
          https://pytorch.org/tutorials/recipes/recipes/Captum_Recipe.html
 
-6. dynamic_quantization.py
-         Dynamic Quantization
-         https://pytorch.org/tutorials/recipes/recipes/dynamic_quantization.html
-
-7. warmstarting_model_using_parameters_from_a_different_model.py
+5. warmstarting_model_using_parameters_from_a_different_model.py
          Warmstarting models using parameters from different model
          https://pytorch.org/tutorials/recipes/recipes/warmstarting_model_using_parameters_from_a_different_model.html
 
-8. zeroing_out_gradients.py
+6. zeroing_out_gradients.py
          Zeroing out gradients
          https://pytorch.org/tutorials/recipes/recipes/zeroing_out_gradients.html
 
-9. mobile_perf.py
+7. mobile_perf.py
          PyTorch Mobile Performance Recipes
          https://pytorch.org/tutorials/recipes/mobile_perf.html
 
-10. amp_recipe.py
+8. amp_recipe.py
          Automatic Mixed Precision
-         https://pytorch.org/tutorials/recipes/amp_recipe.html
+         https://pytorch.org/tutorials/recipes/recipes/amp_recipe.html
 
-11. regional_compilation.py
+9. regional_compilation.py
 	Reducing torch.compile cold start compilation time with regional compilation
          https://pytorch.org/tutorials/recipes/regional_compilation.html
